{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             Feature          Value\n",
      "0      Total Records  800035.000000\n",
      "1    Unique Subjects  161352.000000\n",
      "2     Unique Studies  800035.000000\n",
      "3       Unique Carts     156.000000\n",
      "4    Avg RR Interval     865.603747\n",
      "5   Avg QRS Duration     108.512542\n",
      "6        Avg P Onset    4702.878567\n",
      "7          Avg P End    8745.082121\n",
      "8      Avg QRS Onset     283.422989\n",
      "9        Avg QRS End     391.658715\n",
      "10         Avg T End     688.646508\n",
      "11        Avg P Axis    4957.353425\n",
      "12      Avg QRS Axis     107.372884\n",
      "13        Avg T Axis     192.549746\n",
      "14   Total WCT Cases  123653.000000\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 3600x2400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chart saved as ecg_statistics_line_chart.png\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Load the dataset\n",
    "file_path = \"merged_ecg_data_cleaned.csv\"\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Compute summary statistics\n",
    "table = {\n",
    "    \"Feature\": [\"Total Records\", \"Unique Subjects\", \"Unique Studies\", \"Unique Carts\", \"Avg RR Interval\", \"Avg QRS Duration\", \"Avg P Onset\", \"Avg P End\", \"Avg QRS Onset\", \"Avg QRS End\", \"Avg T End\", \"Avg P Axis\", \"Avg QRS Axis\", \"Avg T Axis\", \"Total WCT Cases\"],\n",
    "    \"Value\": [\n",
    "        len(df),  # Total number of records\n",
    "        df[\"subject_id\"].nunique(),  # Unique subjects\n",
    "        df[\"study_id\"].nunique(),  # Unique studies\n",
    "        df[\"cart_id\"].nunique(),  # Unique carts\n",
    "        df[\"rr_interval\"].mean(),  # Average RR Interval\n",
    "        df[\"qrs_duration\"].mean(),  # Average QRS Duration\n",
    "        df[\"p_onset\"].mean(),  # Average P Onset\n",
    "        df[\"p_end\"].mean(),  # Average P End\n",
    "        df[\"qrs_onset\"].mean(),  # Average QRS Onset\n",
    "        df[\"qrs_end\"].mean(),  # Average QRS End\n",
    "        df[\"t_end\"].mean(),  # Average T End\n",
    "        df[\"p_axis\"].mean(),  # Average P Axis\n",
    "        df[\"qrs_axis\"].mean(),  # Average QRS Axis\n",
    "        df[\"t_axis\"].mean(),  # Average T Axis\n",
    "        df[\"wct_label_encoded\"].sum()  # Total WCT Cases\n",
    "    ]\n",
    "}\n",
    "\n",
    "# Convert to DataFrame and display\n",
    "stats_df = pd.DataFrame(table)\n",
    "print(stats_df)\n",
    "\n",
    "# Set the font to Times New Roman\n",
    "plt.rcParams['font.family'] = 'Times New Roman'\n",
    "\n",
    "# Generate line chart for statistics with high quality\n",
    "plt.figure(figsize=(12, 8), dpi=300)  # Increased resolution for high-quality image\n",
    "plt.plot(stats_df[\"Feature\"], stats_df[\"Value\"], marker='o', color='teal', linestyle='-', linewidth=2, markersize=6)  # Line plot with markers\n",
    "plt.xlabel(\"Feature\", fontsize=14)  # Increase font size for axis label\n",
    "plt.ylabel(\"Value\", fontsize=14)  # Increase font size for axis label\n",
    "plt.xticks(rotation=45, ha='right')  # Rotate x-axis labels for readability\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7)  # Keep the grid for better readability\n",
    "plt.tight_layout()  # Ensures the plot fits within the figure without clipping\n",
    "\n",
    "# Save the figure locally\n",
    "output_path = \"ecg_statistics_line_chart.png\"  # Specify the output file path\n",
    "plt.savefig(output_path, format='png', dpi=300)  # Save with high quality (300 dpi)\n",
    "\n",
    "# Optionally, display the figure\n",
    "plt.show()\n",
    "\n",
    "print(f\"Chart saved as {output_path}\")\n"
   ]
  }
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